{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 沪深300（1412）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import datetime\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "sns.set_style('darkgrid')\n",
    "sns.set_context('poster')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from jaqs.data import RemoteDataService\n",
    "import jaqs.util as jutil"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Begin: DataApi login 15521143798@tcp://data.quantos.org:8910\n",
      "    login success \n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'0,'"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataview_dir_path = '.'\n",
    "backtest_result_dir_path = '.'\n",
    "\n",
    "phone = '15521143798'\n",
    "token = 'eyJhbGciOiJIUzI1NiJ9.eyJjcmVhdGVfdGltZSI6IjE1MTMzNTA3NDM4NjkiLCJpc3MiOiJhdXRoMCIsImlkIjoiMTU1MjExNDM3OTgifQ.kMj9NeOuXMullOaF3IL3GMRGdfkCJFp-eHTRBOd-cQs'\n",
    "\n",
    "data_config = {\n",
    "    'remote.data.address':'tcp://data.quantos.org:8910',\n",
    "    'remote.data.username':phone,\n",
    "    'timeout':300,\n",
    "    'remote.data.password':token\n",
    "}\n",
    "\n",
    "ds = RemoteDataService()\n",
    "ds.init_from_config(data_config)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "start_date = 20140901\n",
    "end_date = 20150119\n",
    "index_list_IF = ['IF1412.CFE','IF1501.CFE','000300.SH','510300.SH']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>IF1412.CFE</th>\n",
       "      <th>IF1501.CFE</th>\n",
       "      <th>000300.SH</th>\n",
       "      <th>510300.SH</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trade_date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2014-09-01</th>\n",
       "      <td>2368.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2355.317</td>\n",
       "      <td>2.394</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-09-02</th>\n",
       "      <td>2411.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2386.460</td>\n",
       "      <td>2.430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-09-03</th>\n",
       "      <td>2434.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2408.838</td>\n",
       "      <td>2.453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-09-04</th>\n",
       "      <td>2470.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2426.224</td>\n",
       "      <td>2.476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-09-05</th>\n",
       "      <td>2495.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2449.259</td>\n",
       "      <td>2.500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-09-09</th>\n",
       "      <td>2483.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2445.224</td>\n",
       "      <td>2.494</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-09-10</th>\n",
       "      <td>2465.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2432.433</td>\n",
       "      <td>2.478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-09-11</th>\n",
       "      <td>2442.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2423.454</td>\n",
       "      <td>2.464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-09-12</th>\n",
       "      <td>2461.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2438.358</td>\n",
       "      <td>2.484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-09-15</th>\n",
       "      <td>2456.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2437.189</td>\n",
       "      <td>2.477</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            IF1412.CFE  IF1501.CFE  000300.SH  510300.SH\n",
       "trade_date                                              \n",
       "2014-09-01      2368.8         NaN   2355.317      2.394\n",
       "2014-09-02      2411.0         NaN   2386.460      2.430\n",
       "2014-09-03      2434.6         NaN   2408.838      2.453\n",
       "2014-09-04      2470.0         NaN   2426.224      2.476\n",
       "2014-09-05      2495.6         NaN   2449.259      2.500\n",
       "2014-09-09      2483.4         NaN   2445.224      2.494\n",
       "2014-09-10      2465.4         NaN   2432.433      2.478\n",
       "2014-09-11      2442.6         NaN   2423.454      2.464\n",
       "2014-09-12      2461.4         NaN   2438.358      2.484\n",
       "2014-09-15      2456.0         NaN   2437.189      2.477"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_all_IF = pd.DataFrame()\n",
    "for single_index in index_list_IF:\n",
    "    df, msg = ds.daily(single_index, start_date, end_date, fields = 'close')\n",
    "    df['trade_date'] = df['trade_date'].apply(lambda x: datetime.datetime.strptime(str(x),'%Y%m%d').date())\n",
    "    df = df.set_index('trade_date')\n",
    "    df = df[['close']]\n",
    "    df.columns = [single_index]\n",
    "    df_all_IF = pd.concat([df_all_IF,df],axis = 1)\n",
    "df_all_IF.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "basis_if1412 = pd.DataFrame()\n",
    "basis_if1412['basis_index'] = df_all_IF['IF1412.CFE'] - df_all_IF['000300.SH']\n",
    "basis_if1412['basis_index_pct'] = (df_all_IF['IF1412.CFE'] - df_all_IF['000300.SH'])/df_all_IF['000300.SH']*100\n",
    "\n",
    "adj_factor = 1000\n",
    "basis_if1412['basis_ETF'] = df_all_IF['IF1412.CFE'] - (df_all_IF['510300.SH']*adj_factor)\n",
    "basis_if1412['basis_ETF_pct'] = (df_all_IF['IF1412.CFE'] - (df_all_IF['510300.SH'])*adj_factor)/(df_all_IF['510300.SH']*adj_factor)*100\n",
    "\n",
    "basis_if1412 = basis_if1412.dropna()\n",
    "\n",
    "\n",
    "\n",
    "basis_if1501 = pd.DataFrame()\n",
    "basis_if1501['basis_index'] = df_all_IF['IF1501.CFE'] - df_all_IF['000300.SH']\n",
    "basis_if1501['basis_index_pct'] = (df_all_IF['IF1501.CFE'] - df_all_IF['000300.SH'])/df_all_IF['000300.SH']*100\n",
    "\n",
    "adj_factor = 1000\n",
    "basis_if1501['basis_ETF'] = df_all_IF['IF1501.CFE'] - (df_all_IF['510300.SH']*adj_factor)\n",
    "basis_if1501['basis_ETF_pct'] = (df_all_IF['IF1501.CFE'] - (df_all_IF['510300.SH']*adj_factor))/(df_all_IF['510300.SH']*adj_factor)*100\n",
    "\n",
    "basis_if1501 = basis_if1501.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "trade_date\n",
       "2014-11-24     33.942\n",
       "2014-11-25     49.239\n",
       "2014-11-26     30.582\n",
       "2014-11-27      6.510\n",
       "2014-11-28     21.981\n",
       "2014-12-01     -6.012\n",
       "2014-12-02     17.060\n",
       "2014-12-03     36.851\n",
       "2014-12-04    103.249\n",
       "2014-12-05     79.915\n",
       "2014-12-08     88.119\n",
       "2014-12-09     55.287\n",
       "2014-12-10     48.854\n",
       "2014-12-11     62.588\n",
       "2014-12-12     71.373\n",
       "2014-12-15     73.172\n",
       "2014-12-16     80.598\n",
       "2014-12-17    120.002\n",
       "2014-12-18    144.673\n",
       "2014-12-19    119.833\n",
       "2014-12-22      4.919\n",
       "2014-12-23    -11.924\n",
       "2014-12-24     28.615\n",
       "2014-12-25     45.581\n",
       "2014-12-26     37.161\n",
       "2014-12-29     19.145\n",
       "2014-12-30     25.046\n",
       "2014-12-31     59.495\n",
       "2015-01-05     29.859\n",
       "2015-01-06     15.741\n",
       "2015-01-07     19.410\n",
       "2015-01-08      2.741\n",
       "2015-01-09    -18.723\n",
       "2015-01-12     24.024\n",
       "2015-01-13     15.560\n",
       "2015-01-14      1.777\n",
       "2015-01-15     20.879\n",
       "2015-01-16      6.054\n",
       "Name: basis_index, dtype: float64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "basis_if1501['basis_index']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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fpEiRIuZz586dI2/evMn+o/1wGRERERERERGRzMjQ7idpJfO8d+8eTk5OydZv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D4fEtqoTAghhBBC2jFtmg6//MJOgfHPPwuRmKijhAbpFj8/Bo2NPFwv6OyO4mLTmoRm1WYg1CXM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\nhykhU7F29NvYl78Hq068jKqmKpPX2537O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      "text/plain": [
       "<matplotlib.figure.Figure at 0x21cf56540f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax1 = plt.subplots(figsize=(18, 9))\n",
    "ax1.plot(basis_if1412.index, basis_if1412.basis_index, label = 'basis with index', color = 'blue', linewidth = 0.8, alpha = 0.8)\n",
    "ax1.plot(basis_if1412.index, basis_if1412.basis_ETF, label = 'basis with ETF', color = 'green', linewidth = 0.8, alpha = 0.8)\n",
    "ax1.axhline(y = 0, color = 'red', linestyle = '--', linewidth = 0.8, alpha = 0.8)\n",
    "plt.legend(fontsize = 15)\n",
    "plt.title('Daily basis between IF1412.CFE and 000300.SH/510300.SH', fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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6dOjAsGHDkt3mTp06sW/fPlq3bs0XX3yBm5sbDx8+5Pfff2fWrFmJnlepUiWK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\nVTuwv3Yv1k992WXnkYllmBl/pcvWHyyEAiEeGfMot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      "text/plain": [
       "<matplotlib.figure.Figure at 0x21cf5650be0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax1 = plt.subplots(figsize=(18, 9))\n",
    "ax1.plot(basis_if1412.index, basis_if1412.basis_index_pct, label = 'basis with index', color = 'blue', linewidth = 0.8, alpha = 0.8)\n",
    "ax1.plot(basis_if1412.index, basis_if1412.basis_ETF_pct, label = 'basis with ETF', color = 'green', linewidth = 0.8, alpha = 0.8)\n",
    "ax1.axhline(y = 0, color = 'red', linestyle = '--', linewidth = 0.8, alpha = 0.8)\n",
    "plt.legend(fontsize = 15)\n",
    "plt.title('Daily basis(in percent) between IF1412.CFE and 000300.SH/510300.SH', fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Trlw57OzszM6rWrUqERERD1VwR0e7jA8qYqyskmNGj+K1PyrUxkWf2rhoU/sW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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x21cf5428588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax1 = plt.subplots(figsize=(18, 9))\n",
    "ax1.plot(basis_if1501.index, basis_if1501.basis_index, label = 'basis with index', color = 'blue', linewidth = 0.8, alpha = 0.8)\n",
    "ax1.plot(basis_if1501.index, basis_if1501.basis_ETF, label = 'basis with ETF', color = 'green', linewidth = 0.8, alpha = 0.8)\n",
    "ax1.axhline(y = 0, color = 'red', linestyle = '--', linewidth = 0.8, alpha = 0.8)\n",
    "plt.legend(fontsize = 15)\n",
    "plt.title('Daily basis between IF1501.CFE and 000300.SH/510300.SH', fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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e48ePC6ampsJff/0l7te3b19h4MCBCvVnZmYKa9euFbp06SKYmZkJvXv3Fg4c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\nTBNFcLo5dKVEBVEQFRVBEOHAOev3hz/PtyPToTPsM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JW9HbG+IyXrn4iIiIiISCosMJDF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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x21cf542e438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax1 = plt.subplots(figsize=(18, 9))\n",
    "ax1.plot(basis_if1501.index, basis_if1501.basis_index_pct, label = 'basis with index', color = 'blue', linewidth = 0.8, alpha = 0.8)\n",
    "ax1.plot(basis_if1501.index, basis_if1501.basis_ETF_pct, label = 'basis with ETF', color = 'green', linewidth = 0.8, alpha = 0.8)\n",
    "ax1.axhline(y = 0, color = 'red', linestyle = '--', linewidth = 0.8, alpha = 0.8)\n",
    "plt.legend(fontsize = 15)\n",
    "plt.title('Daily basis(in percent) between IF1501.CFE and 000300.SH/510300.SH', fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# 中证500（1606）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "start_date = 20151019\n",
    "end_date = 20160630\n",
    "index_list_IC = ['IC1606.CFE','000905.SH','510500.SH']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>IC1606.CFE</th>\n",
       "      <th>000905.SH</th>\n",
       "      <th>510500.SH</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trade_date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2015-10-19</th>\n",
       "      <td>6005.8</td>\n",
       "      <td>7047.3718</td>\n",
       "      <td>7.220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-10-20</th>\n",
       "      <td>6196.8</td>\n",
       "      <td>7162.0754</td>\n",
       "      <td>7.291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-10-21</th>\n",
       "      <td>5858.0</td>\n",
       "      <td>6712.7386</td>\n",
       "      <td>6.868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-10-22</th>\n",
       "      <td>5988.0</td>\n",
       "      <td>6964.2976</td>\n",
       "      <td>7.110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-10-23</th>\n",
       "      <td>6149.0</td>\n",
       "      <td>7138.2344</td>\n",
       "      <td>7.300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-10-26</th>\n",
       "      <td>6102.2</td>\n",
       "      <td>7186.7548</td>\n",
       "      <td>7.296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-10-27</th>\n",
       "      <td>6031.0</td>\n",
       "      <td>7231.4362</td>\n",
       "      <td>7.361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-10-28</th>\n",
       "      <td>5852.0</td>\n",
       "      <td>7048.8952</td>\n",
       "      <td>7.156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-10-29</th>\n",
       "      <td>5953.0</td>\n",
       "      <td>7108.9748</td>\n",
       "      <td>7.236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-10-30</th>\n",
       "      <td>5900.0</td>\n",
       "      <td>7084.9706</td>\n",
       "      <td>7.230</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            IC1606.CFE  000905.SH  510500.SH\n",
       "trade_date                                  \n",
       "2015-10-19      6005.8  7047.3718      7.220\n",
       "2015-10-20      6196.8  7162.0754      7.291\n",
       "2015-10-21      5858.0  6712.7386      6.868\n",
       "2015-10-22      5988.0  6964.2976      7.110\n",
       "2015-10-23      6149.0  7138.2344      7.300\n",
       "2015-10-26      6102.2  7186.7548      7.296\n",
       "2015-10-27      6031.0  7231.4362      7.361\n",
       "2015-10-28      5852.0  7048.8952      7.156\n",
       "2015-10-29      5953.0  7108.9748      7.236\n",
       "2015-10-30      5900.0  7084.9706      7.230"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_all_IC = pd.DataFrame()\n",
    "for single_index in index_list_IC:\n",
    "    df, msg = ds.daily(single_index, start_date, end_date, fields ='close')\n",
    "    df['trade_date'] = df['trade_date'].apply(lambda x :datetime.datetime.strptime(str(x),'%Y%m%d').date())\n",
    "    df = df.set_index(df['trade_date']) \n",
    "    df = df[['close']]\n",
    "    df.columns = [single_index]\n",
    "    df_all_IC = pd.concat([df_all_IC,df],axis = 1)\n",
    "df_all_IC.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "basis_ic1606 = pd.DataFrame()\n",
    "basis_ic1606['basis_index'] = df_all_IC['IC1606.CFE'] - df_all_IC['000905.SH']\n",
    "basis_ic1606['basis_index_pct'] =(df_all_IC['IC1606.CFE'] - df_all_IC['000905.SH']) / df_all_IC['000905.SH'] *100\n",
    "adj_factor = 1000\n",
    "basis_ic1606['basis_ETF'] =(df_all_IC['IC1606.CFE'] - (df_all_IC['510500.SH']*adj_factor))\n",
    "basis_ic1606['basis_ETF_pct'] =(df_all_IC['IC1606.CFE'] - (df_all_IC['510500.SH']*adj_factor)) / (df_all_IC['510500.SH']*adj_factor) *100\n",
    "basis_ic1606 = basis_ic1606.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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chw4dqmlPVguk5uZ7mZv69e2TqKgoCCF0Bhnevc6ykp99QkSGi4EMIir0hBCYM2cObG1t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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1710fefd6a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax1 = plt.subplots(figsize = (18,9))\n",
    "ax1.plot(basis_ic1606.index, basis_ic1606['basis_index'], color = 'blue', linewidth = 0.8, alpha = 0.8, label = 'basis with index')\n",
    "ax1.plot(basis_ic1606.index, basis_ic1606['basis_ETF'], color = 'green', linewidth = 0.8, alpha = 0.8, label = 'basis with ETF')\n",
    "ax1.axhline(y = 0, color = 'red', linestyle = '--', linewidth = 0.8, alpha = 0.8)\n",
    "plt.legend(fontsize = 15)\n",
    "plt.title('daily basis between IC1606.CFE and 000905.SH/510500.SH')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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bJz0Nqly5spTkLT9k7T/gn37+5JNPUL58eVhYWCAhIcHg09u//voLlpaWuSa1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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1710ff6f9e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax1 = plt.subplots(figsize = (18,9))\n",
    "ax1.plot(basis_ic1606.index, basis_ic1606['basis_index_pct'], color = 'blue', linewidth = 0.8, alpha = 0.8, label = 'basis with index')\n",
    "ax1.plot(basis_ic1606.index, basis_ic1606['basis_ETF_pct'], color = 'green', linewidth = 0.8, alpha = 0.8, label = 'basis with ETF')\n",
    "ax1.axhline(y = 0, color = 'red', linestyle = '--', linewidth = 0.8, alpha = 0.8)\n",
    "plt.legend(fontsize = 15)\n",
    "plt.title('daily basis(in percent) between IC1606.CFE and 000905.SH/510500.SH')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
